编程

按要求写代码、改代码，不借助智能体循环，直接给模型的输出打分。它与「智能体编程」不同，后者评的是「模型 + 框架」的整体。

模型	进入前 10	Artificial Analysis LLM Leaderboard SciCode	Arena — Code Overall
Claude Opus 5.5 Anthropic	2/2	#1 66.9%	#1 1813
Claude Fable 5.1 Anthropic	2/2	#2 63.1%	#5 1744
Gemini 4 Argon Google	2/2	#3 61.8%	#8 1678
Claude Sonnet 5.5 Anthropic	2/2	#5 61.0%	#3 1774
Muse Spark 1.3 Meta	2/2	#8 59.7%	#10 1657
GPT 6 Astra OpenAI	1/2	#19 56.5%	#2 1786
Claude Fable 5 Anthropic	1/2	#4 61.0%	#17 1625
GPT 6.1 Sol OpenAI	1/2	#23 55.8%	#4 1755
MiMo V2.6 Pro Xiaomi	1/2	#6 60.9%	#16 1629
Claude Opus 5 Anthropic	1/2	#21 56.4%	#6 1691
Gemini 3.7 Flash Google	1/2	#7 59.8%	#25 1592
GPT 6 Sol OpenAI	1/2	#16 57.6%	#7 1688
Kimi K3 Kimi	1/2	#9 59.5%	#11 1654
Qwen 3.8 Max Alibaba	1/2	#32 54.1%	#9 1674
GLM 5.3 Z AI	1/2	#10 59.0%	#18 1622